{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.981°C and 35.03733333333333°C\n",
      "with a speed of roughly 4.075800169348009°C per hour\n",
      "we see a voltage tempco of roughly 0.03307350961433728 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.dates import DateFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230412-232304_ADRmu44_15_35_TC_long.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.ffill()\n",
    "raw=raw.apply(pd.to_numeric).resample('30s').mean()\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu44 Voltage vs ambient temperature')\n",
    "\n",
    "ax.plot(raw.iloc[:,1], label='Voltage')\n",
    "twin1.plot(raw.iloc[:,0],'m--', label='Temperature')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes]\n",
    "lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, loc='upper right')\n",
    "\n",
    "date_form = DateFormatter(\"%H:%M\")\n",
    "ax.xaxis.set_major_formatter(date_form)\n",
    "fig.autofmt_xdate()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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